{"id":"W1605320031","doi":"10.1023/a:1020883625495","title":"Lightweight Reasoning about Program Correctness","year":2002,"lang":"en","type":"article","venue":"Information Systems Frontiers","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Scalability; Model checking; Abstraction; Programming language; Software engineering; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0104812,0.001560209,0.001821458,0.003018511,0.002055153,0.00495604,0.004048621,0.002641075,0.007685571],"category_scores_gemma":[0.04687876,0.001944444,0.004610493,0.001889583,0.005303995,0.01902771,0.009551484,0.006775034,0.001526395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002423616,"about_ca_system_score_gemma":0.002526845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001712328,"about_ca_topic_score_gemma":0.002305066,"domain_scores_codex":[0.9841701,0.00424535,0.001024654,0.001964842,0.006931917,0.001663163],"domain_scores_gemma":[0.9433006,0.03788718,0.002395556,0.01262379,0.003085384,0.0007074666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001363339,0.0003714824,0.004476783,0.0008820695,0.0003941283,0.000712832,0.001379477,0.05015833,0.01780902,0.7152708,0.008002733,0.199179],"study_design_scores_gemma":[0.00008432737,0.00008688281,0.0003899459,0.00007876465,0.0002193471,0.0001349902,0.0001465171,0.1837225,0.01872476,0.7923177,0.004053727,0.00004071676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02619833,0.000136088,0.9638894,0.0010526,0.00009367886,0.0001155936,0.0001797162,0.004824962,0.003509681],"genre_scores_gemma":[0.6171561,0.0002263374,0.3755057,0.0004975573,0.0002356236,0.0002547742,0.0008566814,0.001112443,0.004154795],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0104812,"threshold_uncertainty_score":0.05543053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169383087842567,"score_gpt":0.2487037605851671,"score_spread":0.2317654518009104,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}